Author

Lian Zhang

2 papers indexed here

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Preprint Aug 2026

LatticeMind: A Conflict-Aware Memory Primitive for Multi-Agent Systems

Multi-agent LLM systems often fail not for lack of candidate answers, but because they have no persistent mechanism for deciding which incompatible claim should currently be trusted. Majority vote, debate, and judge-based selection choose an output without recording which claim wins, which is contested, or why a later...

Heng Zhou, Lian Zhang, Yutao Fan et al. · 0 citations

#natural language process... Jun 2026

SciOrch: Learning to Orchestrate Expert LLMs for Solving Frontier Multimodal Scientific Reasoning Tasks

SciOrch is presented, a framework that trains a lightweight 8B model to orchestrate frontier LLMs for scientific reasoning, and attains the best accuracy on both SGI and SFE with less than half the API cost of typical multi-agent methods.

Jingru Guo, Xiangyuan Xue, Lian Zhang et al. · arXiv.org · 0 citations